outpaintingとは？
outpainting は 画像の「外側」を描き足す 手法です。
といっても、特別な生成方法ではありません。
画像の外側にわざわざ余白を作り、その余白をマスクにして inpainting しているだけです。
画像の中を埋めるか、外側に作った余白を埋めるか。それだけです。
inpainting をまだ読んでいなければ、先にご覧ください。
inpaintingモデル
まずは、inpainting モデルを使う方法です。
workflow
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- 🟦
Pad Image for Outpaintingノードで、画像の外側に余白を作ります。- 余白を追加した画像と、その余白を示すマスクが出力されます。
- 🟩 あとは inpainting/inpaintingモデル と同じです。画像とマスクを
InpaintModelConditioningノードに接続します。
ControlNet inpaint
当然、ControlNet inpaint を使う方法もあります。
workflow
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{
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"type": "CONTROL_NET",
"link": 39
},
{
"name": "image",
"type": "IMAGE",
"link": 31
},
{
"name": "vae",
"shape": 7,
"type": "VAE",
"link": 34
}
],
"outputs": [
{
"name": "positive",
"type": "CONDITIONING",
"links": [
37
]
},
{
"name": "negative",
"type": "CONDITIONING",
"links": [
38
]
}
],
"properties": {
"cnr_id": "comfy-core",
"ver": "0.3.76",
"Node name for S&R": "ControlNetApplyAdvanced"
},
"widgets_values": [
1,
0,
1
],
"color": "#232",
"bgcolor": "#353"
},
{
"id": 9,
"type": "SaveImage",
"pos": [
1757.2999999999997,
214.20000000000002
],
"size": [
550.1388035004722,
456.18347321788383
],
"flags": {},
"order": 14,
"mode": 0,
"inputs": [
{
"name": "images",
"type": "IMAGE",
"link": 9
}
],
"outputs": [],
"properties": {
"cnr_id": "comfy-core",
"ver": "0.3.33"
},
"widgets_values": [
"ComfyUI"
]
}
],
"links": [
[
1,
4,
0,
3,
0,
"MODEL"
],
[
3,
4,
1,
6,
0,
"CLIP"
],
[
5,
4,
1,
7,
0,
"CLIP"
],
[
7,
3,
0,
8,
0,
"LATENT"
],
[
9,
8,
0,
9,
0,
"IMAGE"
],
[
10,
10,
0,
8,
1,
"VAE"
],
[
31,
24,
0,
22,
3,
"IMAGE"
],
[
32,
6,
0,
22,
0,
"CONDITIONING"
],
[
33,
7,
0,
22,
1,
"CONDITIONING"
],
[
34,
10,
0,
22,
4,
"VAE"
],
[
37,
22,
0,
3,
1,
"CONDITIONING"
],
[
38,
22,
1,
3,
2,
"CONDITIONING"
],
[
39,
26,
0,
22,
2,
"CONTROL_NET"
],
[
41,
10,
0,
27,
1,
"VAE"
],
[
51,
27,
0,
30,
0,
"LATENT"
],
[
53,
30,
0,
3,
3,
"LATENT"
],
[
54,
31,
0,
24,
0,
"IMAGE"
],
[
55,
31,
0,
27,
0,
"IMAGE"
],
[
56,
31,
1,
24,
1,
"MASK"
],
[
57,
31,
1,
30,
1,
"MASK"
],
[
58,
11,
0,
31,
0,
"IMAGE"
],
[
59,
31,
0,
32,
0,
"IMAGE"
]
],
"groups": [],
"config": {},
"extra": {
"ds": {
"scale": 0.9090909090909094,
"offset": [
339.9300644695924,
-81.60000000000002
]
},
"frontendVersion": "1.34.6",
"VHS_latentpreview": false,
"VHS_latentpreviewrate": 0,
"VHS_MetadataImage": true,
"VHS_KeepIntermediate": true
},
"version": 0.4
}
- 🟦
Pad Image for Outpaintingノードで、画像の外側に余白を作ります。- 余白を追加した画像と、その余白を示すマスクが出力されます。
- 🟨 あとは inpainting/ControlNet inpaint と同じです。画像とマスクを、ControlNet inpaint 用の前処理ノードに渡します。
画像編集モデル
画像編集モデルを使うと、もっと簡単です。
画像の外側に灰色の領域（色はなんでもいいのですが）を付け足し、画像編集モデルに入力します。あとは、「灰色の部分を自然に outpaint して」とプロンプトで指示するだけです。
FLUX.2 [klein]
FLUX.2 [klein] 9B を使ってみましょう。
{
"id": "0613b710-fadb-4f72-9aff-d02126893c5a",
"revision": 0,
"last_node_id": 72,
"last_link_id": 114,
"nodes": [
{
"id": 51,
"type": "ResizeImageMaskNode",
"pos": [
210.9172345510862,
484.74016932307575
],
"size": [
270,
106
],
"flags": {},
"order": 7,
"mode": 0,
"inputs": [
{
"name": "input",
"type": "IMAGE,MASK",
"link": 108
}
],
"outputs": [
{
"name": "resized",
"type": "IMAGE",
"links": [
82
]
}
],
"properties": {
"Node name for S&R": "ResizeImageMaskNode",
"cnr_id": "comfy-core",
"ver": "0.9.2"
},
"widgets_values": [
"scale total pixels",
1,
"nearest-exact"
],
"widgets_values_named": {
"resize_type": "scale total pixels",
"resize_type.megapixels": 1,
"scale_method": "nearest-exact"
},
"color": "#232",
"bgcolor": "#353"
},
{
"id": 49,
"type": "ReferenceLatent",
"pos": [
1021.2781285510225,
160.40068341159756
],
"size": [
204.134765625,
46
],
"flags": {},
"order": 11,
"mode": 0,
"inputs": [
{
"name": "conditioning",
"type": "CONDITIONING",
"link": 70
},
{
"name": "latent",
"shape": 7,
"type": "LATENT",
"link": 75
}
],
"outputs": [
{
"name": "CONDITIONING",
"type": "CONDITIONING",
"links": [
71
]
}
],
"properties": {
"Node name for S&R": "ReferenceLatent",
"cnr_id": "comfy-core",
"ver": "0.9.2"
},
"color": "#232",
"bgcolor": "#353"
},
{
"id": 43,
"type": "VAELoader",
"pos": [
517.231573621917,
656.7863480776692
],
"size": [
269.8313103058076,
58
],
"flags": {},
"order": 0,
"mode": 0,
"inputs": [],
"outputs": [
{
"name": "VAE",
"type": "VAE",
"links": [
62,
76
]
}
],
"properties": {
"Node name for S&R": "VAELoader",
"cnr_id": "comfy-core",
"ver": "0.3.39"
},
"widgets_values": [
"flux2-vae.safetensors"
],
"widgets_values_named": {
"vae_name": "flux2-vae.safetensors"
},
"color": "#322",
"bgcolor": "#533"
},
{
"id": 31,
"type": "KSampler",
"pos": [
1262.7259909887628,
160.40068341159756
],
"size": [
315,
262
],
"flags": {},
"order": 12,
"mode": 0,
"inputs": [
{
"name": "model",
"type": "MODEL",
"link": 69
},
{
"name": "positive",
"type": "CONDITIONING",
"link": 71
},
{
"name": "negative",
"type": "CONDITIONING",
"link": 86
},
{
"name": "latent_image",
"type": "LATENT",
"link": 74
}
],
"outputs": [
{
"name": "LATENT",
"type": "LATENT",
"slot_index": 0,
"links": [
52
]
}
],
"properties": {
"Node name for S&R": "KSampler",
"cnr_id": "comfy-core",
"ver": "0.3.39"
},
"widgets_values": [
1234,
"fixed",
4,
1,
"euler",
"simple",
1
],
"widgets_values_named": {
"seed": 1234,
"control_after_generate": "fixed",
"steps": 4,
"cfg": 1,
"sampler_name": "euler",
"scheduler": "simple",
"denoise": 1
}
},
{
"id": 52,
"type": "VAEEncode",
"pos": [
821.9650317382823,
484.74016932307575
],
"size": [
162,
46
],
"flags": {},
"order": 10,
"mode": 0,
"inputs": [
{
"name": "pixels",
"type": "IMAGE",
"link": 80
},
{
"name": "vae",
"type": "VAE",
"link": 76
}
],
"outputs": [
{
"name": "LATENT",
"type": "LATENT",
"links": [
74,
75
]
}
],
"properties": {
"Node name for S&R": "VAEEncode",
"cnr_id": "comfy-core",
"ver": "0.9.2"
},
"color": "#232",
"bgcolor": "#353"
},
{
"id": 54,
"type": "ResizeImageMaskNode",
"pos": [
516.4411331446843,
484.74016932307575
],
"size": [
270,
106
],
"flags": {},
"order": 9,
"mode": 0,
"inputs": [
{
"name": "input",
"type": "IMAGE,MASK",
"link": 82
}
],
"outputs": [
{
"name": "resized",
"type": "IMAGE",
"links": [
80
]
}
],
"properties": {
"Node name for S&R": "ResizeImageMaskNode",
"cnr_id": "comfy-core",
"ver": "0.9.2"
},
"widgets_values": [
"scale to multiple",
16,
"nearest-exact"
],
"widgets_values_named": {
"resize_type": "scale to multiple",
"resize_type.multiple": 16,
"scale_method": "nearest-exact"
},
"color": "#232",
"bgcolor": "#353"
},
{
"id": 8,
"type": "VAEDecode",
"pos": [
1615.039087801503,
160.40068341159756
],
"size": [
161.111083984375,
46
],
"flags": {},
"order": 13,
"mode": 0,
"inputs": [
{
"name": "samples",
"type": "LATENT",
"link": 52
},
{
"name": "vae",
"type": "VAE",
"link": 62
}
],
"outputs": [
{
"name": "IMAGE",
"type": "IMAGE",
"slot_index": 0,
"links": [
65
]
}
],
"properties": {
"Node name for S&R": "VAEDecode",
"cnr_id": "comfy-core",
"ver": "0.3.39"
}
},
{
"id": 48,
"type": "UNETLoader",
"pos": [
917.2536154382312,
19.495025634765582
],
"size": [
308.1592787377913,
82
],
"flags": {},
"order": 1,
"mode": 0,
"inputs": [],
"outputs": [
{
"name": "MODEL",
"type": "MODEL",
"links": [
69
]
}
],
"properties": {
"Node name for S&R": "UNETLoader",
"cnr_id": "comfy-core",
"ver": "0.9.2"
},
"widgets_values": [
"flux-2-klein-9b-fp8.safetensors",
"default"
],
"widgets_values_named": {
"unet_name": "flux-2-klein-9b-fp8.safetensors",
"weight_dtype": "default"
},
"color": "#323",
"bgcolor": "#535"
},
{
"id": 50,
"type": "LoadImage",
"pos": [
-396.5211876361099,
484.74016932307575
],
"size": [
296.798828125,
458.0000000000001
],
"flags": {},
"order": 2,
"mode": 0,
"inputs": [],
"outputs": [
{
"name": "IMAGE",
"type": "IMAGE",
"links": [
107
]
},
{
"name": "MASK",
"type": "MASK",
"links": null
}
],
"properties": {
"Node name for S&R": "LoadImage",
"cnr_id": "comfy-core",
"ver": "0.9.2"
},
"widgets_values": [
"Image_fx (2).jpg",
"image"
],
"widgets_values_named": {
"image": "Image_fx (2).jpg",
"upload": "image"
},
"color": "#232",
"bgcolor": "#353"
},
{
"id": 6,
"type": "CLIPTextEncode",
"pos": [
558.700000000001,
160.40068341159756
],
"size": [
425.2650317382812,
167.9430462646484
],
"flags": {},
"order": 5,
"mode": 0,
"inputs": [
{
"name": "clip",
"type": "CLIP",
"link": 63
}
],
"outputs": [
{
"name": "CONDITIONING",
"type": "CONDITIONING",
"slot_index": 0,
"links": [
70
]
}
],
"title": "CLIP Text Encode (Positive Prompt)",
"properties": {
"Node name for S&R": "CLIPTextEncode",
"cnr_id": "comfy-core",
"ver": "0.3.39"
},
"widgets_values": [
"Outpaint the gray areas to extend the scene naturally"
],
"widgets_values_named": {
"text": "Outpaint the gray areas to extend the scene naturally"
}
},
{
"id": 67,
"type": "ImagePadForOutpaint",
"pos": [
-64.19846091751185,
484.74016932307575
],
"size": [
239.591796875,
174
],
"flags": {},
"order": 4,
"mode": 0,
"inputs": [
{
"name": "image",
"type": "IMAGE",
"link": 107
}
],
"outputs": [
{
"name": "IMAGE",
"type": "IMAGE",
"links": [
108,
114
]
},
{
"name": "MASK",
"type": "MASK",
"links": null
}
],
"properties": {
"Node name for S&R": "ImagePadForOutpaint"
},
"widgets_values": [
104,
200,
200,
0,
40
],
"widgets_values_named": {
"left": 104,
"top": 200,
"right": 200,
"bottom": 0,
"feathering": 40
},
"color": "#232",
"bgcolor": "#353"
},
{
"id": 72,
"type": "PreviewImage",
"pos": [
210.9172345510862,
656.7863480776692
],
"size": [
271.81817626953125,
338.727294921875
],
"flags": {},
"order": 8,
"mode": 0,
"inputs": [
{
"name": "images",
"type": "IMAGE",
"link": 114
}
],
"outputs": [
{
"name": "images",
"type": "IMAGE",
"links": null
}
],
"properties": {
"Node name for S&R": "PreviewImage"
},
"widgets_values": [],
"widgets_values_named": {}
},
{
"id": 33,
"type": "CLIPTextEncode",
"pos": [
558.700000000001,
387.24938745307793
],
"size": [
425.2650317382812,
122.99611236572264
],
"flags": {
"collapsed": true
},
"order": 6,
"mode": 0,
"inputs": [
{
"name": "clip",
"type": "CLIP",
"link": 64
}
],
"outputs": [
{
"name": "CONDITIONING",
"type": "CONDITIONING",
"slot_index": 0,
"links": [
86
]
}
],
"title": "CLIP Text Encode (Negative Prompt)",
"properties": {
"Node name for S&R": "CLIPTextEncode",
"cnr_id": "comfy-core",
"ver": "0.3.39"
},
"widgets_values": [
""
],
"widgets_values_named": {
"text": ""
}
},
{
"id": 44,
"type": "CLIPLoader",
"pos": [
224.49879211425772,
292.66704483032197
],
"size": [
283.80000000000007,
106
],
"flags": {},
"order": 3,
"mode": 0,
"inputs": [],
"outputs": [
{
"name": "CLIP",
"type": "CLIP",
"links": [
63,
64
]
}
],
"properties": {
"Node name for S&R": "CLIPLoader",
"cnr_id": "comfy-core",
"ver": "0.3.73"
},
"widgets_values": [
"qwen_3_8b.safetensors",
"flux2",
"default"
],
"widgets_values_named": {
"clip_name": "qwen_3_8b.safetensors",
"type": "flux2",
"device": "default"
},
"color": "#432",
"bgcolor": "#653"
},
{
"id": 45,
"type": "SaveImage",
"pos": [
1813.4632685986182,
160.40068341159756
],
"size": [
587.0799865722656,
731.3289395751952
],
"flags": {},
"order": 14,
"mode": 0,
"inputs": [
{
"name": "images",
"type": "IMAGE",
"link": 65
}
],
"outputs": [
{
"name": "images",
"type": "IMAGE",
"links": null
}
],
"properties": {
"cnr_id": "comfy-core",
"ver": "0.3.73"
},
"widgets_values": [
"ComfyUI"
],
"widgets_values_named": {
"filename_prefix": "ComfyUI"
}
}
],
"links": [
[
52,
31,
0,
8,
0,
"LATENT"
],
[
62,
43,
0,
8,
1,
"VAE"
],
[
63,
44,
0,
6,
0,
"CLIP"
],
[
64,
44,
0,
33,
0,
"CLIP"
],
[
65,
8,
0,
45,
0,
"IMAGE"
],
[
69,
48,
0,
31,
0,
"MODEL"
],
[
70,
6,
0,
49,
0,
"CONDITIONING"
],
[
71,
49,
0,
31,
1,
"CONDITIONING"
],
[
74,
52,
0,
31,
3,
"LATENT"
],
[
75,
52,
0,
49,
1,
"LATENT"
],
[
76,
43,
0,
52,
1,
"VAE"
],
[
80,
54,
0,
52,
0,
"IMAGE"
],
[
82,
51,
0,
54,
0,
"IMAGE"
],
[
86,
33,
0,
31,
2,
"CONDITIONING"
],
[
107,
50,
0,
67,
0,
"IMAGE"
],
[
108,
67,
0,
51,
0,
"IMAGE"
],
[
114,
67,
0,
72,
0,
"IMAGE"
]
],
"groups": [],
"config": {},
"extra": {
"ds": {
"scale": 0.5131581182307069,
"offset": [
690.5488435213136,
400.61761623956596
]
},
"frontendVersion": "1.49.6",
"VHS_latentpreview": false,
"VHS_latentpreviewrate": 0,
"VHS_MetadataImage": true,
"VHS_KeepIntermediate": true
},
"version": 0.4
}
- 🟩 マスクは使いません。余白を付け足した画像を渡して、そこを埋めるように指示しているだけです。